Pith Number

pith:F7MDY26Q

pith:2024:F7MDY26QDEGS5C4J54YVYLKUF2

not attested not anchored not stored refs pending

A Unified Confidence Sequence for Generalized Linear Models, with Applications to Bandits

Junghyun Lee, Kwang-Sung Jun, Se-Young Yun

arxiv:2407.13977 v3 · 2024-07-19 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F7MDY26QDEGS5C4J54YVYLKUF2}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

3 papers in Pith

Algorithm for Contextual Queueing Bandits with Rate-Optimal Queue Length Regret

Best Arm Identification in Generalized Linear Bandits via Hybrid Feedback

Optimal Online and Offline Algorithms for Contextual MNL with Applications to Assortment and Pricing

Receipt and verification

First computed	2026-07-05T10:01:14.928055Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fd83c6bd0190d2e8b89ef315c2d542e92baf0ff937efda526893945437958d9

Aliases

arxiv: 2407.13977 · arxiv_version: 2407.13977v3 · doi: 10.48550/arxiv.2407.13977 · pith_short_12: F7MDY26QDEGS · pith_short_16: F7MDY26QDEGS5C4J · pith_short_8: F7MDY26Q

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/F7MDY26QDEGS5C4J54YVYLKUF2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2fd83c6bd0190d2e8b89ef315c2d542e92baf0ff937efda526893945437958d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d3996ae65c8bec9e443848fb026b579467b45c68b2376ab553f91a514409bc1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-07-19T02:06:08Z",
    "title_canon_sha256": "a5eb478c5ac6483b8b76e7c5730df7d7c1695910a8da97a5ba0c488358e6b4cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.13977",
    "kind": "arxiv",
    "version": 3
  }
}